{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "雷达图（也称为蜘蛛图或星形图）是一种可视化视图，用于使用一致的比例尺显示三个或更多维度上的多元数据。并非每个人都是雷达图的忠实拥护者，但我认为雷达图能够以视觉上吸引人的方式比较不同类别各个特征的值。本文主要讲述通过matplotlib绘制雷达图。本文所有代码见：[Python-Study-Notes](https://github.com/luohenyueji/Python-Study-Notes/tree/master/Plot%20Items)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# 去掉警告\r\n",
    "import warnings\r\n",
    "warnings.filterwarnings(\"ignore\")\r\n",
    "# 多行输出\r\n",
    "from IPython.core.interactiveshell import InteractiveShell\r\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# 1 基础雷达图 Basic radar chart\n",
    "雷达图显示一个或几个实体的几个数值变量的值。下面是一个简单的示例，仅显示一个类别5个变量的值。据我所知，Matplotlib中没有允许生成雷达图的内建函数。因此，我们必须使用基本函数来构建它，这使得这有些小麻烦。以下实例输入数据是一个pandas数据框架，其中每一行表示一个类别，每一列表示一个变量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[38.0, 29, 8, 7, 28, 38.0]\n"
     ]
    },
    {
     "data": {
      "image/png": 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0Gs1BjUZTBmAX5ryHJRGLxd/KyMi4+7nnnovwc26MQdM0BgYGsHfvXrDZbFRXVyMpKWlNp/4Cxcv7+uHxAFVKJ6RSBQAgWizAs9/aiL2dU/jJu63wehdeVnM4HGRmZqKqqgpWqxV79uzBxMQEk9P3Czabjffff1+uUqn+eLbvTfDLEGg0Gg/mnuoPY+7GfgTAbQAuAGA+4a1eANBqtSdG+WcALBkoJITkq1SqP3/44YfytdpleHp6Gvv27YPVasXmzZuRnp5+VnsAJ9Kjn8VzX/Tgvo3JkEqiQMhXl0+kkIdndmxA64gFD73ZBA+1+NOex+MhLy8PGzZswOjoKOrq6mC3+xxDZhSZTIaPPvooWq1Wf3Q271pcyd32NoA3AMQCEAB4D8ARnGwI5lmv1Wp/gznDYARw42InJYQo1Gr1xx999FH0Wkw7eTwedHZ2wmg0oqio6KwMAC6Fh/LiwTeacOuGLAgpIyLkp285FvO5ePLSCjz2UQPu2XkYv7+uGDzO4s8aoVCI0tJS6PV61NXVITExEWlpaWvOs8rOzsZf//rX2JtuuukTQshGmqZdoZ5ToFkTdQSEEK5Sqax9+eWX13/zm99cc49XvV6P1tZWpKSkICUlZc1dqEzwxy968HnbJJ6+rALtbV8iL2/roilBl4fCT/91GDTLiz/dWAoBd/mvlKIodHV1wWAwrNlMy69//WvbU0899a5Op7s+1HMJNGsiuatSqV667777cteaEaAoCi0tLejr68PGjRuRmpp6ThqBzgkLXtzTj8e2FcFum4ZIFLFkXQCPw8bP/qMEQhYXN/3PQcw6PcuOwWazkZubi/Xr16OpqQm9vb0LBh5DySOPPCKqrq7efjbKnoXcI5DL5feed955P3vnnXdka+kmm52dxaFDhxAfH78m3VWmcFNe7Hi2BpfkJuPSgiQMD7dCIomCXB677LFemsaTu1vQa5rBq7eUQybyrTCUoii0tbXBarWiuLh4wV2PocLhcGDDhg3G9vb2q1wu1+ehnk+gCKlHwOFwNsXHx/90586da8YI0DSNoaEhNDQ0oKioCOnp6eesEQCAP37Riwg+H5fkJ4KmaUxP6xEZqfLpWBYheOi8AuSr5LjmTwdgsDh9Oo7NZqOwsBApKSnYv38/DAbD8gcxhEAgwD//+c8olUr197NJKj1khoAQIlKr1bvefPPNqLVSe+/1etHc3AyDwYDNmzdDJpOFekohpWV0Gn/dP4BHzy8EIQR2+wwEAglYLN9XcIQQ3FOViy0pMbjqhVqMmX3PDsTExKCyshJdXV3o7u5eM0uF2NhY7Ny5U6lWq986WyoPQ2YIVCrVs/fff79Mp9NhdDT0na1dLhcOHDgAkUiEkpISrNX0JVO4PHNZgnuqcqGSzhlqk2kMUVH+C5QSQnDLhixcmpeEq16oxeCU1edjBQIBKisrYbPZcOTIkTVThFRdXU0uvfTSbJlMdk+o5xIIQhIj4HA4W8rLy9/dv39/lMfjQVNTEzgcDgoKCkJyA87OzqKhoQHZ2dmIjV1+7Xsu8JtPOtE8OINfXVx2fGnU2robOTmbwWav/Dt6t2UIr9R342+3VSBT7bvYKU3T6Ovrw8TEBMrKytZE3MBqtSI/P39ycHCwjKbpwVDPZzUw7hEQQsTR0dGv/eMf/4gihIDL5aK0tBRyuRw1NTWYnp5mdD6Tk5Oor69HcXFx2Agco2nYjL/XDeGRY0sCALDbLeDxhKsyAgCwoyAJ36vMwXUv1qFl1PfvmhCC9PR0ZGRkoLa2FhaLZVXzCARisRivvvqqQqVSnfFLBMYNgUqlelaj0aiSk79qWEsIQXJyMkpKStDU1IS+vj5G1oM6nQ6tra2orKxck3nrUOBwU3jgjSbcV50Phfir/V4m0xjkCxQRrYQLc+Lx4NYC3PQ/B9EwYPTrWLVajZKSEjQ0NGBmZiYg81kN1dXVZMeOHVkymezeUM9lNTC6NOBwOFsrKireqampiVrMgM6njmw2G9avXx80F3B8fBzd3d3YuHFjSHUB1xq/+KgdPeM2PPEfJSdlS9ravkRW1iZwONyAjVU3aMATnx7B768rxubMaL+OnZ2dPe7JhTqoa7PZkJeXNzk4OFhO0/RASCezQhjzCAghYoVC8bf5JcFizKeOkpOTg5Y6Gh0dRW9vLyorK8NG4AQaB414p3EUD24tOMkIOBxWcDi8gBoBANiQrMR/XVSKe/9+GP9q9W/zkUQiQUVFBY4cOQKj0T+vItCIRCL87//+r0KlUr1NTtyAcQbB2KRVKtUftVqtMinJt9TrfOqou7sbbW1tAYsWzysHbdiwAVxuYC/sMxm7i8IDrzfjga35kItO9sICuSw4lfXxUfjtJeV47J0WvHfEv+yRWCzGhg0b0NzcjKmpqaDMz1e2bNlCrrjiigy5XP79kE5khTCyNCCEbKqsrHx/qSXBYtA0je7ubuj1ehQXF6+q2+7ExAR6enqwcePGcz49eCo//b9WjBtd0Hyj+LTftbfvRUZGBbjc4EXqe6cseOC9Ojz4jSxcW+FfnY7dbkddXR2Ki4tDGuux2WzIz883DAwMlNA0PRKyiayAoHsEhBCiVqv//PLLL/ttBI4dj6ysLOTl5aG+vn7FNQdGoxGdnZ2oqKg4a43AfDej+SYl8y+r1bpoKzQAONA3hQ+bx/GD6tN7Ezid9mPdlIKbrktXSPHs5ZV45rOek6TPfEEoFKKsrAyHDh2CzWYL0gyXRyQS4Xe/+50iJibm6ZBNYoUE3SPg8/k7rrjiir/s3Llz1REdt9uNpqam43EEX29oi8WChoYGbNy48YxXEHa73TCbzZiZmTmt/Rkwt9efw+GctManafp4X8R55tucsXhC3PZWP+7bko8t6aenTycmesFisaBSpQb3g82PZ7Hj/nfrcEVpPL6/LcOv8m6TyYSmpiZs2rQpZLEfmqaxfv36qebm5s00TXeEZBIrIKiGgBDCVqlUPYcOHUqJj48PyDlpmsbw8DD6+vqwfv36ZSPG825jSUkJIiLWrOjRojidTuj1ehgMBszMzIDNZkMmkyEiIgISiQQikQgCgcCvG2a+tZrVasUTH3dj2uLEjdksAARicSQiIlSIiFCCzeago2Mf0tLKwOMxJx05ZXXg/vcOYlueEo9dlOPXZ9PpdMezQaHy/Pbt24errrpq9/j4+PkhmcAKCOpfSiKR3HLttdcqAmUEgLmlQlJSEqKiopbdHUhRFBoaGlBQUHBGGQGr1YqRkRHo9XoQQqBSqZCamorIyMiAyIITQiASiXBo1IaDw3a88u1qSPlcUJQHVqsZMzN6jI93gxACt9sBpktlFMekzx74v4OwOlvwxGUFYLF8m4RarYbD4UBTUxNKSkpCsmFs8+bNyM7OLiSEbKBpuo7xCayAoHkEhBCBWq3ua29vj5XL5UEZg6IotLe3Y3Z2dsHtqk1NTZBKpUhLSwvK+IHE7XZjZGQEo6OjYLPZSEhIgFqtDpqLO+Nw48Kn9+Lh8wqxMXlhBa6xsS5YrWZ4PE6w2VwoFAmQy2P92nS0GqxONx75oAEpKiF+c2UROGzfjWCov/ujR4/i61//epNOpys+E3ojBC1YKJfLH7j77rsjg2UEgLmag4KCAqSmpp5WczA0NASPx4PUVGbWtivFarXi6NGjqKmpAUVRKCsrQ2VlJRITE4O6zv2vD9qxIVG5qBEAAItlEklJBcjN3YKkpALY7Ra0te3B6Ggn3G7fthSvhnnps3GjC3fvPAynx/cuZAUFBRgdHQ1ZWrGwsBCbNm1KYrFYF4ZkAn4SFI+AEBIZFxfX1d3drRKJmFEkdzgcOHToECIjIxEXF4fm5mZUVVWt2QzBzMwMOjs74XK5kJaWhpiYGMbc2C869Pjxrha8cl01xLyF/z4ejwtdXQeQl1d90r97vRSmpkag1w9ALJYhLi4LPF5wA7Dz0mdeMid9JuT55pHY7XYcOHAAlZWVIekxOTAwgI0bN/bodLrstd4+LSgeQXR09E8ff/xxGVNGAPhquyqbzUZNTQ3y8vLWpBGw2Ww4fPgwjh49irS0NFRVVSE2NpYxIzBtc+OHbx/FY18rWtQIAIDJNL6gChGLxYZSmYy8vGpERqrQ3V2H4eFWeDzB0/Oclz4TsXm46eWDsDh865gkFApRUFCAxsbGkGgZpKSk4LLLLlOJRKI1r3EYcI+AEBKTkpLS3N3drQzFjXjkyBEIBAJMTEwgIyMDCQkJjM9hISiKQnd3N3Q6HXJycqBSqUISyLr/H0fAoTl4YGvBku/r6jqApKQCCASSJd831+twGBMTvVCpUqFUJgftcx2XPjNO49VbK3yWPmttbYVAIEB6enpQ5rUUBoMBhYWFIzqdLn0tqx8H3CNQKpWPabXaqFAYAZ1OB6fTiezsbFRVVUGn0+HQoUPweJYXzwwmBoMBe/fuBZfLxZYtW6BWq0NiBP7VOoGGARPu3JSz5Ps8Hjc8HueyRgCY73WYhNzcLXA6rejsrIHNFpxdgfPSZwVqhV/SZzk5ORgZGQnJ1mWlUokbbrhBJhAIrmV8cD8IqEdACBHGxsYODAwMqJgu6HC73di3b99p68Hh4WH09vb6VHMQaDweD1paWuB0OlFYWAgml0qnYrS6cOHTe/Cz/yjBuril+0ZMTQ3D6bQhLi7b73FstmkMDjYjMlKF2NisoBg8mqbxl/oefNY9ip23b0CcbPkYhdlsRktLC6qqqhg3wqOjoygrK+uamJjIWasZhIB6BBKJ5KbbbrtNHIqqrqNHjyIzM/O0oFBiYiLKyspw9OhRRiWy5zsiyeVyVFRUhNQIAMBP3m3BBZlxyxoBADAaF44P+IJIFImcnCp4vV50de2HyxX4DkaEENxSkXlc+mxgcnnpM5lMBoVCgZ6enoDPZzni4+NRVlamwFyP0DVJwAwBIYRIJJJH77333pXvCloher0eHo8HixUuSSQSVFVVweFwoK6u7qSS3GAwODiII0eOoLS0FMnJwVsz+8qHzeNoGZ3BdyuXf8JTlAculw1C4coLsAhhISEhF7Gx2ejqOoDpaf2Kz7UU1xan4fqSDFzzpwPonFje7c/OzsbY2BisVt81EwPF448/roiLi/sZ4wP7SCA9gvO2bNkSqVQy2x7O6/Wivb0dBQUFS95wLBYL+fn5SEtLw/79+6HXB/7ipGkaR48ePa6CLJX6rskXLAwWJ/7zvVY8fsE68DnLp92mp3WIjFQHZOyIiGhkZ2/C+HgXdLq+gJzzVHYUJOHOTTn49ot1ODqytPTZ/DXQ2toalLksxYYNGyCXy9cRQtZG9PoUAmYI4uPjH3/00UcZb1o4MDAAtVrts+utUqlQWVmJ3t5etLa2BkznwO12o66uDjweD6WlpWuiMSpN0/jRO0exPTcB+TG+FXaZTOMrUipeDC6Xj6ysSlitZgwONiEY6fRvZMfj4fMK8J2XD6J+Gemz6OhoEEJC0ivh4YcfjoqOjl6TegUBMQSEEKVYLC4sLS0NxOl8xuVyYXBwEBkZGX4dJxAIsHHjRvD5fNTU1GB2dnbV8zhw4AASEhKQnZ0d8qXAPO8dGUOfwYpbKzJ9er/XS8HhmF3VsmAhWCw2UlOLweUK0NvbEBRJ8ur0GPznN9bjjlcbsbd76Zs8Pz8/oGI3vnL11Vez2Wz2DYSQ0D8lTiEghkAmk91x7733Mq4I0dHRgczMzBUVDhFCkJGRgYKCAjQ0NGB4eHhFc3A6nThw4AAyMzPXTM0CAOhmHPjZ+2348QXrwfNhSQAA09N6REQog2LICCGIi8uGRKJAT89BeL2+lwv7SkWSEj/fXorv//3IktJnIpEIKpUKg4PMKpALhUJcfPHFQgBrrux41YaAEEL4fP53b7zxRkZTBVarFdPT04sGCH1FLpejqqoKBoMBjY2NJ+3ZX455I5CTk4OYmJhVzSOQ0DSNR99qxo6CZOSofLfPi1UTBpKYmHTIZDHo7g6OMVgXFzXXmn0Z6bPMzEwMDAwwXmNy3333yeLi4h5jdFAfCIRHsGXLli1ipiWiurq6kJUVmDw1l8tFSUkJVCoVampqYDKZlj3G4/Hg4MGDyM3NhUrlWy9ApnizcQRjZie+U+77ksnr9cJmm4ZYHLxNYvOoVClr8BIkAAAgAElEQVSQy2PQ13coKOncHFUkntmxAT//oAN/Pzi04Hs4HA4SExMxMDAQ8PGXoqioCJGRkTmEkDXVRGPVhiA2Nvb2O+64g9Egoc1mg8ViCfgNOF9z0NLSgp6enkUvUq/Xi/r6eqSkpKw5IzBmtuOXH3Xg8QvWgevHtl2LxYCIiGjG4hsqVSoEAgmGho4GxRikKaR49vKN+P1nPXhp78IZi5SUFAwPD4OiAu+ZLMV3v/vdCJFIdBWjgy7DqgwBIYR4vd5tW7duDdR8fKK7uxuZmZlBuWjnaw7m3X6Hw3HS72maRlNTE5RKJRITEwM+/mqgaRoPv9mMq9elICPav4DfXBFRcJSKFyM+PgdeLwWdrjco50+QifHHKyrx6v4hPPPZ6U1UORwO4uPjGY8V7NixgyeXy29idNBlWK1HUFhcXMxlUhbcbrfDbDYHdU0+n29OT09HbW3tSTUH8xdNKDawLMfOg0MwWd24vtS/udG0F1arCRIJs9nfuQ5X62A2T2BmJjjpPLVUiOcu34j3j4zjFx91nGYMUlNTMTg4yGgGISUlBXw+P4kQEvpCk2OsyhBERUVdc8MNNzB69fT19SE9PZ0RF1alUmHTpk3o6+tDS0sLpqamMDQ0hKKiojWTIpxn2GjDbz/pwo+3rQPHTzkzi2UKEklUSD4Ti8VCWloZhoZaglKODByTPrt8I2q6p/DjXS3wer8yBlwuFzExMRgZYVZ9/PLLLxeyWKxvMDroEqzKEPD5/Ku2b9/OWJMUiqKg1+sRF8ecC8vn8483Q6mtrUVubu6aKBY6Ea+XxoNvNOHbJWlIVfj/kJlrYBK62BWPJ0BychH6+oKnGxAh4OGZyzagfXQWD77ZBA/1lQeQkpLC+PLgqquuksTFxd3M6KBLsOKbmBASGxMTIwumFNmpjI+PQ61WB0TA0x8IIbBarcjKykJrayuGhhaORIeKv+4fgMNF49r1/uvz0TQNi2UKUql/vQcDjVSqgFQajYmJ4G0Kmpc+mzCdLH0mFArB4/EY7cRdVlYGiqIq1kpx0YrvKIFAcNl1113HqDTw4OAgUlJSmBwSwJwBoigKmZmZ2Lx5MyYnJ/2uOQgW/ZNW/P7f3fjRtiKwfVT6PZHZWSPEYjnjxnUhYmOzYDKNB03PAAAEXDZ+ub0UTidw2yuNsLvmjEFKSgqjqUQWi4WtW7dysEZ2JK7421coFDdffvnlwW1/cwIWiwUsFovx7bwulwsdHR3H4wIcDgclJSVQq9U+1xwEC+rYkuDm8kwkyZcXEVmIuSIiZrMFi8FisZCSsg4DA0eCul18TvqsGBLOV9JnKpUKRqOR0QKjb3/721FqtXpNyJityBAQQkRcLjeNych5qLyBzs5OpKennyaVnpCQgPLycrS0tKC7+/TUFBO8tLcP8BJcuS5lRcfTNI2Zmbn6gbWCSBQJqVQBgyG4a3YOi4UfX7AOCVIJrn+xDtN2N+Lj41fcUm8lbNu2DYSQbzI24BKsVE/sgssuu4wxb4CmaRgMBuTl5TE1JIA5L8RsNqOgYGF9P7FYjKqqKrS3t+PAgQMoLi5mTC23R2/BC7v78MfLy2AyjsFun4bdblki8k4gEIghEEggFssglSqObzBiqk+Br8TFZaG9fR+iouID3or9ROalz/64vwNXv3AAL95QiLHeDiQnJwdtzBMRiUTIzMwUEEIyaZruZmTQRViRIYiLi7v80ksvZSw+YDabERERwfg6trW1Ffn5+T7pHOj1etTW1iIvLw9qdWD28y/GzOws7nqlDhcnE9gNbeBGREMiUUCpTAaPJ1pwvl6vF06nFQ6HBRaLEWNjXXC57IiMVMLjcYHDCU2vwIVgs7mIiUnH2FgnkpKWFlldLYQQ3LUpB3+t5+A7rzTh+0Vzy0GmVLauvPJK+cGDBy8AcOYZApqmNzC55XhsbIzRlCEATE1Ngc1mIyrKtzIJlUqFyMhIHD58GAaDIShpRoPBgJ6eHuzqtEHE5eK7X9vk8xOTxWJBKJRCKJRCLo8DTdNobf0CQmEEurpqweeLERubCZEodG3FT0ShSIRevwculz3ofRMIIfh/FZkQctn41cFuqGMHUVXk29bt1VJRUcFRKpUXAHiekQEXwe9HLCGEzeVyo5jaZETTNPR6PeM1/V1dXcjO9k+8c77mQCgUBkTnYB6j0YiamhoMDQ2Bp0rFp4Ne/OdFFatym+32GQgEUsTEZCAvbyvU6jQMD7ehp6ceDkdg5r0aCCGIickIajrxVK4tTsMNJWm4551un6TPAsG6devg8XiKGRlsCVbia2fl5uYyVoI2MzMDqVTKaBGP0WgEm81eUeNUQgjS09NRVFSEhoYGDA0NrTiQ6PF40NzcjI6ODhQWFqJofTF+8kE37tyUgxjp6p6Sp2YLJJIoZGdXQq1ORV9fI8bHu4OiJuQPcnkcLJYpuN2O5d8cIK4szsSVGTx8+8UDaB4xB308oVAIoVAoIYQwFnNbiJV4BKVbt25lrEZap9MFfc19Kj09PcjKylrVOWQyGTZv3oypqakV1RyYzWbs27cPkZGRqKysREREBJ79vAdyAR8X561eAMVsnoBMdrqXJZVGIydnC7xeLzo6auB02lY91kohhECtTg+a3uFifD0rDneWJ+Dml+txsH9p6bNAUFxcTADkB32gJfDbEMTGxm6rqKhgrJHc5OQkoqOZS2/Z7XY4nc6A9EDgcDgoLi5GTEwMampqYDT6dlGNjIygqakJ5eXlx1WQW0an8WrtIB45f/X7HOx2C3g8IdjshZcWLBYL8fHZSEjIR3d3HSyW0DQSBYCoqDiYzTpGNwVJpdEokHnmpM/+txF7uoKrb1hdXR3J5XLLgzrIMvhtCGia3lBSUhKMuZyG1+uFy+WCUBjcYNGJDA0NBTx9NF9z0NbWhq6uriWXCj09PRgdHcWmTZsgFs8pwzs9FB54vQn3bs6FUrJ6G+zr3gKpNApZWRsxPNwKk2l81eOuBBaLjchIFczmxaXHAo1EEoXZWSMqkpT45fZS3PePI/hkCemz1VJeXs5VqVTbgjaAD/hlCAghLDabHc3U/gKz2cxodyKapoOWoRCLxdi0aRM8Hg9qa2tht5+e7+/p6YHJZEJ5eTlO3Nr9zGfdiJGKcGH26mTZ5jGbdZDJfNvGzeMJkZVViYmJnpAZA6UyGQbDAGPjsdkcEMKCx+NC0THpsx+904J3Dwen2Gj9+vWgKIqZp+si+OsRZOXm5jJWQjc5OQmFQsHUcJicnIRcLg9aF2UWi4W8vDxkZmbiwIEDmJj46ikzODgIo9GI0tLSk+olDg+Z8Hr9CB45vzAg24QdDis4HK5fdQMcDheZmRsxPt4dkmWCQCABTXvhcjEXNJRKFcc/67z02S8+7MDOusBvOBOJRBAIBBGEkJAVc/jrEZRu3bqVsUKiqakpRuMD4+PjjNQrKJVKbNq0CQMDAzh69CgmJycxODiIkpKSk4yAw03hwTeacP+WPESJAhNUXuneAg6Hi4yMcgwONsPpDI5uwFLIZLEwm5nzSKTS6JOM3rz02bOf9+DFPYEPXq5fvx4IYcDQL0MQExOztby8nLFAocPhYKxkl6ZpRgOT8zUHfD7/uBLyqZ7Ibz/pRFpUBLZlBc44mc3jPi8LToXHEyIlZR36+hoYTy3K5XEwmcYYG08kioTNdvK25ASZGM9dXom/1Q7hd58uHevxly1btsjYbHbI6gn8MgQcDieDqY0/TqcTPB6PMdUck8kEmUzGaBkzIQSzs7PIzs5GW1sbBgcHj19c9QNGvHdkDA9sDVyJrctlByEscLkr9y4kkihERKgwMREcncHF4POF8Hq98HhcjIzH5fIXHEstFeK5KyrxQdMEfv5Re8CMQVpaGlcul/vffjpA+HXVUxQVGxvLjJLNzMzMigp6Vsrk5CSY7ts437w1IyMDmzdvhtFoRGNjI6atdjz0RhMe2FoAmTBwy0aTaSwg7cxiYzNhMo0xXoF44rqdCbhc/oLFTFEiPp69fCNqu0340SnSZyslNjYWQqEwddUnWiF+GQKapqVMNfYMhSFgMh5B0zTa29tRWFh4XOeguLgYsbGx+PFre5EhF2FremAFWk2mCchkqzfkLBYLiYkFGBlpD8CsfGdu3T7J2HhCYcSiIikRAh5+t2MDOsdm8cAbJ0ufrYTY2FjQNB0yWWx/lwaMyRVbLBbGDMHczjwno/UKY2NjiIqKOm3M+Ph4cKXRiOdZMTbWGTDXc+7JRoPHC0zMRSpVgKLcp62jg8l8fp8pRKII2O2L7zkQ8zj47SUV0JlduOu1Q8elz1ZCTEwMPB5PyJpk+GwICCFSJrsZzc7OQiJZmeqOv8zMzIDJz0bTNHp6epCZufAOt1i5CLyIBHi9XnR17Q+Ium+gvIETiYvLwdhYV0DPuRRsNgcAAUUxoyIkEEiWXf7MS5+5XQS3/rXhuPSZv/B4PLDZbMYC8afij0cQu9o+g/7g8XjAVL+E6elpRg2ByWSCWCxeNCOilPJhdriQkJCL2NgsdHUdWHVlXTCUiqXSKLhcNrjdzoCedymEwgjY7cHTNDwRHk/okxHmcdjQ/kcxIrh83Pg/c9JnK4HL5XIJISERj/Rn0Ljk5GRG7kymZb+YXIYAy5cxK6V8GG1zN1dEhBLZ2ZtgMAxicLB5RY1DPR4XKMoDPj/weo8KRSKmppjrCbCcux5I5jIHvhk5DouFH12wDkmREnz7xTqYrP5nN6Kjo2kAIdGN88sjSE5OZmQR7Xa7GVOIAZgNTNI0DaPRuGRgMlrylSEA5i7IjIwKCAQSdHTs8/tGCGaX46ioeEZLj5cK4AUaQlh+PZRYhODBrQVYF6PANX86AL3Fv0rIxMREAiAkDSZ8NgRisTgpKSmJkTWM3W5nrJAImJOmOlWcNFjML0OWqo+Y8whOfqLMbclNQ0rKevT1HYLBMOjzRRpMQ8Dl8kHTXlAUM9LuAoEYTqeVkbGAOWPgz85HQgju3JSD89JjcdXztRgx+b6NOyUlhYe1bggiIyPTmaohYLqikEkMBsOy9QrREj6mrAu7pCJRJHJyqmC1mtDb2wCPZ+kbkKLc8HicEAiCF3iVSqMxM8NMWm8ut89cTGKxWoKlIITg5vJM7ChIwdUvHED/pG+GKzk5WYwQGQKfd9ew2ewYpjYAud1uxgKFTApVAnM7KnNycpZ8T4SAAzflhcNNQcA9XZmJzeYgJWU9jMYxdHTsQ3LyOkilC2srms06REYGr2EsAEgkcths02CzBTh8eA/cbicuuOBq9PQcxdhYPyiKwubNF4PLXf3feS6WRmNgoANDQ11wu13Izi6G0aiDxWKG10th8+ZvBqwilcPhgqLcMJkMaGmpg9NpQ1xcKng8wbKf7Zr1qRBy2LjmT7V49dYK5MQsvfxUqVSciIgI5iLyJ+BP+pDH1A1DURRj0mRMeh8AYLVaj+sMLAYhBIpT4gQLERUVh8zMDRgdbVu05sBoHENUVHAfMgKBBHa7BRERcmzdetnxfx8Y6EB19aVIS8vHwEDgio8IYSEpKQvV1Zdi8+aL0dvbgsnJCVRVbUdUlBoTE4HbIUgIG14vBblciS1bvolt266CTjfs82e7tCAJd23KxfUvHlxW+ozL5YITIjlpnz0Cmqa5wdqeeyper5cxQ8BkmnL+RvVlP4PymCGIi1w60s/ni5CdvQljY13o7NyPtLSS46q/FOWBy2WDQBDcalA+X7ykpJlUGomhIV3AxmOzOfB6PWCxeDh8eA+ys4vR398GAJBIImG1Bi6YyGKxj2dqBgc70dbWgMzMIgwMdADw7bN9IzseQi4HN79cjxduLEVF6sLeG4fDAZvNXrUh0Gq1XAB7ABQCWK/RaJZVgPUna8BhyhAw6RFQFMXYRiOPx+Oz1kG0hIepZTyCeQhhIT4+B3Fx2ejqOnA8ij89rUdkpDroG7fm/n6Lx1pmZ6chFgcuK8NisUFRHtTVfYrExEwolfFwOGxBG2s+WJicnI2LLroePT1Hj//e1/G2pKmh+UYx7vjfRny5iPQZh8MBi8Va1VNJq9USAB4AOwC85etx/tzZjHkETN6cTBodf7wPpZQPk4+GYJ6IiGjk5FShv/8wZmb0cLtdiI1lRp8fABwOG+rrP8fk5ASOHNmLlJQc7Nv3ATweD6qqtgdsHEJYaGtrwNhYP1wuJ6anjVAoYrF//8egKAp5eYGT/2OxWPB6KYyNDWBgoB0U5UFiYgb4fKHfn608KRq/3F6K+//RiP/aUYCLi05esh0zBKd5BFqt9s8AntZoNO1arfZeANMAbgEgAfB7jUbzqlar/SmAZADxAK7XaDQ6rVbr8+f0Z2nAZuqG8Xq9jBkCJsfyeDw+Gx1VxOKZg6XgcHjIyKjA4GAzTKYxpKeX+X2OlWCzTYPPF2LLlpNb+WVkFAZ8rLnPVY7i4uqAn/v0scYhEMwiPb0UcXEpJ/1uJZ+tKC4Kj55fiLt3NsJLF+OSdV/tBj106BAmJia+C+DeUw57C8CVAJ4AsB3Alcdufg6ALwG8eux9XRqN5v/5PSn4YQgIIRRTSrIsln+FHGfKWGw2GxTlW2WgUsrHkUn/K+i8Xi/GxjrgdFrBYnHQ0vI5I70N557SXwZ9HGCuJdroaDvGx4O/z8HtdsDjcaO1dXdAzjc668XvmxzYnsqF1NSF3bu/+gwcDgcpKSmvLXDY5wB+qNVq/wRgFkCJVqvVAOACOLEhaONK5+WPr+9hqmU0i8Xy+YZZLf7cnKuFw+H43HZ7rrrQv9y802lFX99hREaqkJVVicnJIXg8zCwPWlt3Iz//vKCPAwDd3XVISioCnx/8QteRkXZIJPIVqzqdyNFxI35f24ifXFaEbxWf3pvCarXCtsB2To1G49Fqtf0AHgawC8AjAG4DMArgRGu44ie1Pz6xx98mHSuFyZuTSaPD4XB8bnQyFyPwvV59amoUPT31SEzMQ1xcFgghkMtjGZEBZ7ooy+tlLoY0N9bqPaqafh1++GEjnrpm3YJGAJhbOnq93sW+9LcB3AngfcwZg/cAvARgwZykVqt9A8A3ALyi1WovW+g9J+LP0sDNlEfAZrMZa2jhz1N6tcxfvDRNLxvJj5bwfcoaUJQHQ0NH4fVSyM6uOqkfIofDA4vFhtNpC8qGo3mYaFR6IhTlObYlOfjQtHfVhuDDtmG8UNuJl28uQ3HS4q0A3G73ooZAo9F8hLngIAC8fOx14u9/esr/X+3PHP0xq+6z0SMQCARwOJiTyRYKhQv2NDgVpXT5YKHNNo2Ojn2QSKKQlla6YFNUuTw26JuC7HZL0GsVTiQQN6evrMYjoGkaf2vsxV/qu/H6HRuXNALAnEfgYUqU8RR8NgQURU2ZzcFvCgn450KvFj6fD6eTudr1iIgI+PJ3FPPYoGkaNtfp3gpN09DpejEw0IS0tFIolcmLehhzy4PgGgKbzQyRiLndm0xCUR6wWP57H16axh/2teOz7lG8c9cmZKiW3+thNBq9FotFv5J5rhafDYHVau0dH2dmuymTT2mmVJLnUSqVMBiW76VHCDltOzIAuN1OdHfP1bzn5FRBKFz6SczlCo4dF7y/58zMJCIimBF+9XhcfjVnWS1zyx7/StDdlBdPfHoE3VNmvPm9SsRE+nb84OCg1ev1Bqed0jL4bAjMZnP/yMgII24L0+46kx5IVFQUjEajT0+2Uw3BzIwBnZ37oVKlICmp0GeXVSYL3vKAojzwej2rkkj3B6fTGtR4x6n4uwyxuTx45IN6UKDw2u0bECnyvVBwYGDACSAkfeX8iRGMDw4OMtIjm2l3XSqVYmaGGbELFosFiUSC6enlRT/nlYq8Xi9GRtowPt6NrKxKv1NZc81BgnN9mUzjiIxkrm293T4DoXBtLkNMNie+/+4BJCuFeOHGkgV3ji7F8PAwhTPBEAwMDDDy2GTaXY+IiGDMEABAUlIShoaW3yEXLeVDN21BZ2cN2GwOsrIqV6RCPNcchArKPv7JySFERycF/LyLYbPNMBaP8Hic4HB883TGZ2y46+1anJ+rxK+vKASH7X96U6fTsQCs7RgBgLGRkRHGIjVM5veZNgQqlQpTU1PLLkeEcKJtuB+JifmIjc1alYGUyWICXlPgcMyCEMKoq86kR+ByOXwyvD2TM7jzrVrcvDkZD1+YveLvyel0UjRNM5PLPgV/DIHZZDIFbSKnIhaLMTvLTCedyMhInyL5gYIQguTkZPT39y/4e4/Hg8OHD6M4yoN6A8EMtXq9hGD0Dhwb62R0U5PX6wVFeRgLFjocs+Dzl9aOODJqxP3v1uHxS3Lx/6pW3qiIoihQFMXcevgUfDYENE3TLtcCuawgweRT+tg+cLhczKVwk5OTMTo6eppXYDabsW/fPigUCnxz6wZ8tzoNv9l9dNVpM4FADI/Hvay0ma/Y7Ra4XA5IpcyJ7lqtZojFMsbGs9uXXoZ82TuBxz9uxO+vK8al61bXSk6v14PD4SyfTgoS/rY8s/lSDBMImHbXFQoFpqaY66vHZrORlpaGjo45gQuaptHb24vm5maUlZUhKSkJhBDcXp0Gs8OJTzpXn1WSydQBWR7QNI2hoaNISMhlNJ5jsUwyanjsdsuiy5D3Wobw5Jct+Ost5dicufo5jY2NgRASktQh4Kch4HK540zVEjBtCKKjo33K7weSpKQkWCwWTExMoK6uDna7HVVVVSd1eOKyWfj1lUV4rqYDZvvqPJZALQ8mJ4cgEEggkSystBMs5gwBM7qZAOB02k4rnaZpGn+t78Zrh3rw5vcqUZQQGA9lfHwcLpdr4bUiA/hlCLxe78Dw8HCw5nISTNcSzHsETFauEUKQkJCA+vp6JCYmoqCgYEG9gvWJMlyyLhbP7mtb1XhCoRQul31VLcMcDiv0+n4kJOSuai7+Mt+khak9DRTlBpvNOcnjobw0nt7Tii/7xvHOXZuQGr10/MAfhoeHvUajsTtgJ/QTvwyBTqfbe+jQIcZSiDwej7F1O4vFQkREBJgKiHq9XrS2tmJkZASFhYUYGRlZ0gg9fGE2Do8ZcXBodV5LZKQa09Mr0w+kKA/6+hqQkrIebDZj/XABzPdmCK4a84nYbCdnJ1weCtp/HcbQtAVv3lkJVURgBW9rampMbrf7SEBP6gd+GQKPx9OwZ88exsLrUVFRjK7b4+LiwMTSx2q1oqamBjweD5WVlUhJSUFERATa2toWNQZiPge/+FYBfru7BQ73ytOqUVFxMBr9Xx7QtBd9fY1Qq9MYDdjNM2cIVheQ8weLZer4MsTqdOOh9+vB5tJ49dYKRAgCbwTr6+spAGeGIQDQeuQIc3NVKBSYnGSmcQYwl9/X6/VB3QI9PDyM+vp6FBQUIDMz87jrmZOTA5fLhY6OjkWNwfk5KqxPkuHlgytX5hEKI+B0Wv3qoUjTXvT2NkIiiYJCkbjisVeK2+2Ex+MKapOWU5mPRxhtTtz77gFkxorxx+v9rxb0BZfLhZmZGQdN04xU7i6Ev1kDl8PhmLFamWk5NV+XzxRsNhvR0dHQ6wNf3OV2u3Ho0CHo9XpUVVVBLj95SyohBOvXr4fD4VjSM9BckoeP2kfQqV++RHkhCCGIiFBietq3z0hRHvT2NkAsljFaM3AiTFcver1eeDwu6G1efO+t/biwQI1ffKsAbFZwMiStra3gcDgtQTm5j/hdB8lmsw81NTUFYy6nEYr8fkpKCgYGBgJ6TrPZjJqaGiiVSpSWli6qZDxvDAghOHjw4IKVh0opHz+8KAf//cVReFboufiaPXA6bejs3I/ISHXIjABN05iaGoFCwVwDIJvNDINHhLveqcUd56XhB19fXVXncjQ0NFBGo/HfQRvAB/w2BHq9/t/19fXMbNUD8/l9qVQKiqIQCK+Hpmn09PTg6NGjKCsrQ2Li8m41IQR5eXlISEhATU3Ngh7RVWUJiBRx8FbTwIrmJRbLYLPNLLkEMhrH0N1dh8TEAiiVi7dwDzYzM3pIJFGMBif39wzhv+tM+Nll+bhxY/A/+549e8w2m60u6AMtgd+GwO121zMZMFQqldDpAtclxxfS09PR3b26TI7D4cCBAwfgdDpPqw3whfj4eJSXl6OjowPNzc0neQeEEPzyikK82tCD8Rn/l5Vzy4NozMycnoFwuezo6TkIs3kCOTlVi/ZUZAKapjE+3o2YmHTGxvy8exxPHhjD764pxPZCZvqRhjpQCKzAEABoOXz4cMAnshgKhQImk4nR/L5arcbMzIxPkmILodfrUVtbi/T0dOTn569YaFMsFqOyshKRkZHYt28furq6jusrpkaLcduWNPx2d8uK/janLg/cbgeGho6ip+cglMpkpKWVMCoAshAWyxS4XCFjQcJ3mgfxzN5W/HCjGOflMpOhcLvdmJ6edtI0zVyv9wXw+wqladplt9stTJUaE0IYTyMSQpCRkeG3VzBfG9Db24vKykqoVKqAzCU5ORnV1dXgcDjYu3cvmpubYTabccfWNBjtDnza5X86UCKJwuysCdPTevT2NqK7uw5isRy5udWM6gssxfh4F+Ligh+boGkaLx3owpvNffjdJYnYmL2wynAwaGtrA4fDaWVswEVY0aOKw+EcZipgCACxsbEYGwvszjlfxjSbzT7vgJydnUVNTQ34fD42btwY8A7L83sTzjvvPMTExKC7uxs1e/fg1iIBntnTAv309LKeAU174XDMYnJyGP39h+F2O6DT9UGtTkVubjUUigTGtSAWY3paDw6HF/Qtx5SXxm93t6BuWIe37twEzE4iLo65eoWGhgav2Wz+nLEBF2FFmtA6ne7dTz755KKNGzcyshE9Ojoara2tPsmABwpCCPLz89Ha2ooNGzYs+d7h4WH09vZi3bp1p6UFgzEvlUoFlUoFiqJgMpmwb7gdv/2sHt/Jmfs62Wwu2GzO8U6+FOUBRc3FGPh8MUSiSKjVqVAoEmAyjTO+Z2A55hWZMgaqdFYAACAASURBVDKW/ruvFqeHgvZfR+DyuvGPOzaCR7zwer0QCpmTZn/vvfeMs7OzIc0YAABZyfqSEBKVm5vb3tbWtnrf10cOHz6MxMREREczt/sMAOrr65GcnLygm+92u9Hc3AxCCAoLCxlrr34qs04Pvv7UHjz2tSKUJkQd29vuhtdLgc3mHDMKnNOMKE17j3UoOn/NeAIAoNP1wuNxIz4+J2hjWJxuPPZhA2LkfDx9zTrwOWz09/eDoihkZGQEbdwTcbvdSEpKmpiYmIijmZZnPoUVLQ1omjaazWbDxETwu+jMk5ycjMHBQcbGmyc/Px9tbW2nqSWZTCbU1NRApVKhpKQkZEYAACR8Dv5rRz7++4ujcFE0OBwu+HwRhEIpeDwh2Gzugjc6ISyIxXLMzjJXtLUcLpcdBsMQYmKCdzNOWh24551aFCRI8ex1xeBz5qTjh4eHfUrxBoqamhqw2ezdoTYCwAoNAQDYbLbX3n//fcaESuRyOWZnZxkVNQUAkUiEpKQktLe3A/iqNqClpcXn2gAm2JarRlFiJF6u8y/AGQzlopVC0zQGBpqQlFQQtE5Gw2Yr7nxrPy4tjoX2snywjlULms1miEQi8PnMqDEDwBtvvDE9Ojr66vLvDD4rNgTT09Nv/e1vf2NMu4wQgqSkJDC1DfpEUlNTMTMzg/Hx8VXVBgSbn16ahw/bh9Ft8F3HISJCiZmZScYbhyzE5OQQ+Hxh0HoktOvMuPvtWtyzLQP3fi3zJC9pYGAAKSkpQRl3IWiaxgcffOAC8AVjgy7Big0BTdPdXV1dDqbSiACQkJCw7HbdYEAIQXx8PBoaGpCcnLyq2oBgopIK8OhF2fj1F82gvL79jVgsFkSiCFitzGk2LoTDMXtM5yA/KOc/OGTAQ+/X4+eXF+C6ipP3LRzL5UOhYE70pKOjA16vt5OmaeZEN5ZgVVczTdMf/PvfzAU8uVwuZDIZo0pCXq8XLS0tGB8fR1FREYaHh9fE03Mxri5LhETAxlvNAz4fE+rlwZzOQeMxnYPALwk+7RrDE58ewZ9uLMWF+adrGgwNDSEhgdnU6a5du+wGg+EvjA24DKsyBDqdbufOnTuZq/QBkJaWhp6eHkbGmp2dxb59+yAUCrFhwwYkJydDIpGgq2vl24CDDSEEv7qiEK/Ud/tcfhwZqcL0tD4kBm4+LqBSpQZF5+DNpn78saYdr92+ARWpp6dJvV4vhoaGkJzM7H6KnTt3zrpcrvcZHXQJVuvf1u7evZtiqoU5MKdlyOVyg7o9eU6ccwgNDQ0oKipCenr68adFbm4upqamGBEwWSlpSglu3ZKKJ30sP2ax2BAIJLDbmdOInGdiogdsNifg24xpmsYL+zuwq2UQb91ZiZyYhQuThoeHERsby2jWx2AwwGg0TtE0HTLV4lNZ7dKAYrPZBxsbGwM1H5/IyspCZ2dnUM49rxswOTmJzZs3QyY7+SnFYrFQXl6Orq4uRsue/eWO6nRM2hz4rNs3gxUVxfzyYHJyGBbLFJKSCgN6Xo/Xi1993owj45N4+85KJEYtXPfm9XrR39+PtLS0gI6/HB9++CHlcDj+weigy7DqiNfY2NiLf/nLX1amkrFCIiMjwWKxAq4vOF8boFarUVJSAg5n4fUql8tFRUUFjh49yqjSsj/wOCz86spC/GFvG2Ycy+s5REaqYTYzt8tzeloPg2EA6ellAQ28OtwUfvxRI0xOB/7+3Y1QSBZPB46MjEClUoHHY3Zz1Z///GejyWT6O6ODLsOqvwGv1/vxrl27HEzn97OysgK2VqdpGt3d3WhpaUF5eTkSEpbfdCIUClFaWorGxkZYLJaAzCPQlCTJsb0wBs/ua1/2vWw2BzyeEHZ78D/LzIwBIyPtyMioCGhwcMbhxg/eq4NcysHLN5dDzF/83F6vF319fUhPZ26LMwAMDg5iYGBAR9P0mgo0rdoQ0DTtpijq9V27djEXKMBcgREhZNUZBIfDgdraWrjdblRVVUEs9l2iWiqVorS0FA0NDWvWM3jkohw0jkyiYXh57Ucmsgdmsw4jI23IytoY0FbqhlkH7np7P0pSZfjdNevB4yx9aQ8ODkKtVjNaQAQAzz///KzJZPoNo4P6QEB8MoPB8MyTTz7J+IJ5vvx3pcFKnU6H2tpaZGRkIC8vb0UuakREBMrLy9HY+P/bO/O4ps607/9OJGxBEllCQCIqq7IooIhYt9Zq63RxWvvUbk9rO4922qdPl2e6+L5OY97pONYZbfWZ6eJU+2l12o7VWju2tG+ttrgBKiKCEBRkCQk5gSxkIcnJyf3+wfLigrJkA8738zkfWZKcS5LzO9d939f9u856zQp9MIQFBeAPKzLw56MXYHfe3LC0q1Gq54YHer0KanUtUlLmulUEGnRmPLvvJB6aHY8375nWWy3YHw6HAw0NDUhO9q79Gsuy2LNnj9Vms+316okHgFuEgBBSr1KplHV1de54uQEjEAgQHR096D0ILMuisrISV65cQUFBwbB9A8LCwjBnzhxUVFR4fbv0QFgyPQaZ8UJ8XHrz8uOAAD4CAviw2dzrkdHjNETTDUhOzner4UlVqx4vHCjGK0uT8dtFiQOqBaipqUFSUlK/c0CeorCwkLAsW+gvRUR9cdssTVtb25/effddr+fHKSkpaGhoGLDBqclkwokTJ3prA9yVGoaGhqKgoACNjY1QKBR+V3S04b7pOHSxGZfbbv4WuXt44HK50NBQDrvd2i0C7lumK26g8dqhM9i8MhMPzRrYno+Ojg50dHQMaB7I3WzatKm9tbXV74YFgBuFwOFwHNi3b5/ZW1bnPQQEBCAxMbG3mWh/EELQ2NiIs2fPXlcb4C74fD7mzJkDh8OB06dPe9V9+VaIw4Px6l2p2HTk5uXHXcMD9+wqtdstUChOIDQ0HAkJWW5dHSisVuKPP53HR0/m4o5pA3NUIoSgsrIS6enpXt92XVtbi/r6+iZCiM/diG6E294ZQojT4XDs+Pjjj73+6ZdKpTCbzf2u6zMMg7Nnz0Kn092wNsCd8Hg8ZGZm9roQ+1OtwcOzpBAEj8P+m5Qf8/lB4PF4sNuHt4ekvV2Jy5dPQypNR0yMe0X383P1+KhEgS/W5CM3YeCmKk1NTQgLC/O4ecyNePvttw0ajUbm9RMPkCEZk/T7YhQVMXnyZEVdXV2UtzflWK1WlJaW4rbbbrtq7KfT6VBRUYGkpCSvp4OdnZ0oKyvDhAkTkJqaesMGp96mTmvGg++dxK5V8yEZf2MnHpq+ApfLNST3YIaxo7m5q6IxIWGGW4cCLkLw3okalDTT2P1MHuJEA3cS6u/z4Q0MBgPS0tKUGo0mgRDi1dW1geLWq5UQorPb7T/98MMPXh8gh4aGYsqUKbh48WJPLKitrUVVVdWAawPcTUhICAoKChAcHIxjx455pIPSYEmMDsPqeTcvPxaJYmEwDK6EmhCCtrYmKBQnIRLFYurUXLeKgJN1YePh87io1WHfs3MHJQKEEJSXlyMzM9PrIgAAO3bssNnt9u3+KgKAmzMCAKAoKjUrK+t4eXl5lLfHYYQQFBcXQyqVoqmpCSKRCGlpaX6xZbizsxMXLlwARVGYNm2aT70MHE4XfrX9GJ7IScaSlBsbddbUHEdi4izw+bc2YTWb9VAqLyIkZDzi46e5vRlJJ+PEm9+Xgc8H3ns8B6GBg7uY6+vrYbVakZGR4da4BoLVakVycjKtUqmSCCH+WXkGN2cEAEAIUdA0/fM333zjdfWjKApxcXE4d+4cJk+ePOTaAE8QEhKCvLw8TJ48GefOncP58+dhs/lmFSkwgIdND2bhf45fRIftxk2rRKJY6PU3zwo6O024fLkUKpUCkyZlICEhy+0iYOx04KWvSyCZEIS/Pzlr0CLQ0dGBpqYmTJs2za1xDZQtW7ZYOzs73/VnEQA8kBEAAEVRExMTE8sVCkWUt8bFLMvi4sWLsFqtiIuLg1KpRH5+vl+ZcvbQta6uxqVLlyASiTB16lSMHz/e63H8/utKGEwurLsj67rf2e1WNDSUIzW14Lrfmc06tLbWwel0YOLEtN724e6m1dSJVw6WYFlGDN64O23Q7yXDMDhx4gRycnIQHu5ZW/QbodPpMH36dJVGo0n0x9qBvnjkdkkIaTGZTF9+8sknXumR2FMbIBAIkJeXB6lUCpFIdMslRV/Rk7ksWLAAEokEFy5cQHFxMTQajUdbsl/La3el4nSzFmXK61c2goJCwbJOOJ1di0AuF4v2diWqq4+jtbUOEklid0s0z4hAfbsJz+07icfyJ2Hd8mmDFgFCCM6dO4ekpCSfiAAAbNiwwWQ2m9/0dxEAPJQRAF0rCBMnTqy5fPlytLubffTQ4xtw5coVZGdnQygUXvW74uJiTJkyBRLJ9a40/obRaERjYyPa29sRHR0NqVSK8PBwj2c0/7eqFW8dqsEnj8xHUMDV2ZtKVQuWZeB0OmCxGCASxSA6ejKCgjzbzqJCpcP/+u4sfn/vNPw6e2iTvJcvX0ZnZycyM927xXmgKJVK5ObmNtA0nUQIuXlttx/gMSEAgMjISPkbb7zx2quvvup2JWAYBufPn0dAQAAyMjJuOBvscDhw8uRJzJo1y++MRvvD5XJBo9FAqVTCbDYjIiICYrEYUVFRHjPPeHb3WUhCw7BmbioYxo6ODhoGAw2r1QCWZTF1ag7Gj4/0yjDreL0GfzpSgXcenoFFqUMr/dZqtVAoFCgoKPDZHNGjjz5q2L9//2q73f61TwIYJB4VAoqiQiUSSV1NTY2k7916uPTUBiQnJ2PixIk3fazRaMS5c+c80obM07hcLuj1emg0GrS1dTkNC4VCiEQiCIVCCASCIe+lJ4TAbrfDYrGgTtWG33xZj5ezg5AgDEJ4eBSEwhiEhgpRXV2ElJQCty4F9sehi8348JQCHz2Zi+xJQyv66ejoQFlZmU/f75qaGixatKhKo9Fk+kPPgoHgUSEAAKFQ+J9r16790+bNm4d9S+6pDdBqtcjJyUFo6MBSVK1Wi+rqasydO9enjUiGC8uyMBqN0Ov1MJlMsFgscDgc4PF4CAoKAp/PR2BgIPj8qxuauFwuMAwDhmHgcDh6e0MEBQVBIBAgPDwcPzXYcaBci/dXzsO4Prv3VCoFgoJCERnpuf4NhBDsOVuHg1VN+PSZPCSJh/ZRsVqtKCkpwaxZs3wy+drD0qVLdT/++OP9hJDjPgtikHhcCCiKCoiJiakrLy+fNJyxek+VXkREBFJTUwed8imVSjQ3N2POnDl+s6ToLliWhcPh6L3QGebqOVqKoq4SicDAwOv+Bi4Xwb99WIz5kyV4aMaU3p93dnZAqaxGcrJn+hC6CMFfj1ejrKUNnz6TB4lwaHfxnmFgVlYWIiJ818uxpKQEK1asOKFWq2/zWRBDwONCAAAhISEr77///r9/8cUXQyryb21tRXV1NTIyMhAdPfTmF3V1dTAYDMjJyfHLZUVfc5k2Y+X7J/HxqvmI6VN+XFX1M9LSbnO71TjDurDxp/No7+zEzidnQxg6tGzN6XSiuLgYycnJiInxXUt3l8uF7Ozs9oqKisWEkAs+C2QIeOXWaLPZ9h89evR8YWHhoNbGWJZFRUUFGhsbUVBQMCwRAIDExESEhoaivLzc77YJ+wNJ4q7y462/XF1+LBTGwGh0r2GJxeHEa4dOgwWLPb+ZMywRKCkpwaRJk3wqAgCwdevWTrVa/dlIEwHASxkBAFAUJYmPjz9fWVkpHsjEoclkQllZGaRSKaZMmeK2OzghBAqFAhaLBdnZ2aNumDBcHE4Xlm87hqdmpeD25FgAgNVqhFp9CYmJs9xyDr3Vjt/96zQypeHY+OsMBIwb2nvAMAxKSkowefJkn+wl6UttbS0WLFhwRaPRTCOEeNfA0w147SoghLQaDIZXn3322Zv21urxDSgrK8PMmTMxdepUt6bxFEUhLS0N4eHhOHPmjFcLeEYCgQE8vL0yE9uOVfWWH4eEhMNmM8PlGv5yuLrDit/uP4Xbp0fj7QczhywCDocDxcXFmDp1qs9FgGVZPPzww+0ajebfRqIIAF4UAgAwm827jx49Wv7dd9/d8OpjGAZnzpyBXq/HvHnz4M4lx2tJTk5GZGQkTp8+fV3L87FObkIElqbH4P2TXe7HFEUhPDwaRuPwdk9ebuvAb/edwurbEvDqstQhC7zdbu+dE4iLu/GmKW+yZcuWzpaWln8QQs74Opah4rWhQe8JKUoyceLE85WVleK+BiE9tQEpKSlefXMbGxvR3NyMWbNmjbg6A0/SYWOwdGsRfr9kJrLjI2E260DTVzB1au6QXu9cSzvWF5ZBfn867psx9Pe3p05g+vTpw/aadAcKhQILFiyop2l6+kjNBgAvZwRA1xDBaDT+bu3atYbu76FQKHDx4kXk5eV5XeETEhKQkpKC4uJiv7Uk9wXhwXzI70/H5m73Y4FgAqzWjiENpX6pa8X6wjL8zyPZwxIBmqZRVlaGnJwcvxCB7iGBjqbpETsk6MEnM2Vms3nPL7/8cu7AgQOukydPghCCgoKCARcIuRuxWIzc3FyUlZWhtdU9fn2jgWXpEqTFjccnZy53Dw+iYDINro/EwcombP2lEp8+nYfbkqOGFAchBPX19bh06RLmzp3rs01E1/LnP/+5U6VS7SaEeLfnnwfw+tCg98QUFSOVSi8dOXJkfFJSkk9iuBaHw4EzZ84gOjoaSUlJXK0BAE2HDXe9ewzbf50PcaADbW3NmDJl5i2fRwjBJ2cuo7BGiU+fycOUqIE3julLj/U8y7KYMWOGX9i9AaNnSNCDz9bOCCEavV6/9rnnnjP4y8x9YGAg8vPze2ekfWUc4k/EhAfjv5emYPORCoQKJsBi0eNWjlusi+CdoioUXWnF/t/OHbII9GwvHz9+PLKzs/1GBKxWK1asWNFO0/RDo0EEAB8KAQCYTKbPy8vLP1+/fr13PdBvAo/HQ3p6OhITE3Hq1Cm/8Bn0NY/mTUJQIIWvLzQhLCwCJlP/zswOJ4sNP5xDk9GEvc/mQxw++AnYvkvIM2bMcPsS8nAghOChhx4yqNXq/00IKfN1PO7C59U0Wq32hY8++uj83r17nb6OpS9isRhz585FXV0dqqqqxvQSI49HYdODmdhZWgtnYGS/DVAsdga/+9dpBAQSfPpMHsKDB18t2DM888YS8lDYsGGD5fTp0/sMBsOHvo7FnfhsjuCqIChKKBaLy3/44YfJM2feevzpTXomqpqbm5GRkYGoqKFNeI0G3vmxFmVXjHg8wYSMjMVX3aV1Vjv++5tS5EwW4a0VGVftYBwIhBCoVCrU1tYiJSXlltvLfcHXX3/tXLNmzVmtVnsbIcSvblzDxStCIJfLHwCwTSaT9buXlaKoFKlUevzMmTPR/rA0dC1WqxUVFRUICgpCenr6kH0ARjJ2J4vl247jnkl8LM9K7bUpUxoseOWbUjyYOxEvLUkedBpvsVhQUVGBkJAQTJ8+3S//thcuXMCSJUsaaZrOJoT4X7fbYeKxoYFcLqfkcnnPJ2IlgOabPZ4QUkvT9L/ffffdOn9qFdZDaGgo5syZg5iYGJw4cQJNTU1jbuNSUMA4bHowE3uqzVBqWgAACtqI5746hbWLpuLlO1MGJQIulwu1tbU4c+YMUlJSMHPmTL8Ugba2Ntxzzz1tNE3fNRpFABhkRiCXy3cAeEcmk1XL5fIXABgBPA0gDMB2mUz2qVwu3wAgAcBEAI8BmA1AAuBpmUx2yz3akZGR6+66667X9+zZI/SXCaJrYRgGNTU10Ov1SEtL84viFm+ybn8FWlrUWDknF7IfzuGPv87A8szYAT+fEAKlUom6ujrExcUhKSnJbzd/MQyDefPm6SorK//darV+6+t4PMVg//r70HV3B4DlAPbLZLJFAPIBrO3zuFqZTLZUJpNpATwJYM9AT6DT6TYdPnz48LZt24bXfM+D8Pl8ZGZmIjc3F83NzTh58iT0+lF5o7gh6341DZU6F978/izeeyxnwCJACEFrayuKiopgNBoxd+5cpKSk+K0IAMCaNWuM9fX1745mEQAGLwRHACyWy+ViAGYAOXK5/DCAnwBM7/O4swAgl8tvB3BKJpMNONcnhBCaph/buHHjpUOHDvn1VL1AIEBubi7S09OhUChQWloKg+GmmytHBeHBfPxlRTI2LhFjbuKt7cwJIaBpGidPnoRarcbs2bORkZHhtpb0nuIvf/lL53ffffdze3v7W76OxdMMSghkMpkTwBUArwI4AOA1AL8BsARA3yugp+IkA8B9crn8ewDpcrl8QH9QQohdq9Uufvrpp+t//PFH/6g2uglCoRD5+flISkpCbW0tTpw4AbVaParnEBZmTkEoY7zp/5FlWTQ2NqKoqAgqlQpZWVnIzs72WSn5YPjb3/5m27x58+nufQSj943sZijeU/sB7AUQCyAYwEEA5bhaCAAAMplsO4DtACCXy4/LZLL1Az0JIURHUdS8xx9/vGTv3r0JCxcu9N/8sZuIiAjk5eXBYrGgvr4eCoUCkyZNglQqHdGmqTdi3LhxEAgE6OjouG6t32azobGxESqVCrGxscjPz/f7u39fdu3aZZfL5ee1Wu0yQoj/zVx7AL+oI7gZFEXFisXi4gMHDkgLCgr8c/awHxiGQUNDA1paWhAWFgapVIro6Gi/HhMPhpaWFphMJqSlpYFlWajVajQ3N8PpdGLSpEmIj4/3m7LggfLZZ58xL730UmV3rYDV1/F4C78XAgCgKCo+Jibm5FdffRU/0sQA6BojGwwGNDc3o729HVFRUYiPj4dIJPKb0tmhYLfbcezYMURGRsJgMEAikUAqlY6YZjLX8vnnnzMvvvhijVarLSCEmH0djzcZEUIAABRFScVi8fF//vOf8YsWLRqxt1SXywWaptHS0gKj0QiRSASxWAyxWOyXa+jX0tnZCZqmodFoYLFY4HQ6kZaWhvj4+BEtart27XK88cYbVVqtdqG/dy72BCNGCIDeYcKJ3bt3JyxdunTEikEPPZkCTdO9m5siIiIwYcIETJgwAcHBwT69uAghsFgs0Ov1vQefz4dYLEZMTAzCwsKgVCphtVqRmprqsziHy3vvvWfbsGFDhVarXTyWhgN9GVFCAAAURYmjo6NP7Ny5c8q99947sgagt8DhcFx10dlsNoSGhkIkEkEgEEAgECAsLMztE4+EEDgcDlgsFpjNZlgsFhgMBthsNggEgl5hEolE1/WYZBgGp06dwoIFC9wak7fYunVr56ZNm85qtdo7R0LXYk8x4oQA6Oq0HB0d/fO6deuSXnrppZCRnJLeDEIIrFYrjEYjLBZL78EwTG+bs8DAwKs6GF3b7qyHnrZn13ZEstlsIIQgMDCwV2gEAgGEQiFCQkJuENX1nDp1CllZWRAIhuY74AucTideeOEF01dffXWCpun7x8rqQH+MSCEAAIqigsRi8Wd33nnnkl27doWPhPG1O2FZFna7/boLu799GhRFXScYgYGBCAoKGvYqRmNjIxiGgb84Td0KvV6Pe+65R19bW/t+W1vb+rFQJ3ArRqwQAABFUVRkZOTrCQkJrxYWFkaMtZp/f8Fut6O0tBTz58/3dSi3pLq6GsuXL2+naXqNxWL5ytfx+AsjesKNEELa2to2VVVVPZabm6stLy/3dUhjkp6sorPTb7eHAAC+/fZbdvHixcqGhobFnAhczYgWgh5sNtv3SqVy3rJlyxq+/PJL5tbP4HA3cXFxUKlu7Fzkawgh2Lhxo3X16tXnNRpN9kjsTehpRoUQAAAh5BJN0zOff/750nXr1pn9xRB1rBAbG+uXVvA2mw0rV640bNu27SutVptPCGnzdUz+yKgRAgAghBi1Wu3CXbt27b777rsNY2EnoL8QHBwMQohfOT83NjYiLy9Pd/To0Q0ajeYJQgiXLfbDqBICACCEsBqN5rlTp049l56eTn/77bdcauAl/CUrIITg/ffft+fl5SkvXrx4v06n2+brmPydEb1qcCsoiooRi8WfL1y4MHvHjh2ivr0WOdyP1WpFeXk5CgoKfBZDU1MTVq1apaurq/sXTdPPE0L8xirfnxl1GUFfCCEamqbvKCws/K+MjAy6vy7MHO4hNDQUTqez31oGT0IIwQcffGCfPXu2srS09AGNRvMUJwIDZ1RnBH2hKEoiFou/uP3222d88MEHIn/zyx8tXLp0CYGBgUhISPDaOZubm7Fq1Srd5cuXD9E0/RwnAINnVGcEfSGEtNI0vfjQoUMvZmRk0N9//z2XHXiA2NhYqNVqr5yLEIIdO3Y4Zs+erSwuLn5Qo9E8yYnA0BgzQgB0FSCZTKZPlUrljKeeeurYqlWrDP4wuTWaCAsLg91uB8N4doJeoVBg/vz5ujfffPOfGo1mGsuyP3v0hKOcMTM0uBaKoqjg4OAHhULhlieeeCJi/fr1YdxwwT0oFAqEhoZCKu23n82QaWlpweuvv244fPhwi0ajeZYQctztJxmLEELG9AEgIDw8/HmJRKJ+++23Ozs7OwnH8DAajaSkpMStr6nT6ciLL77YERMTcyUwMHAFum9i3OGm68DXAfjLASA0MjJyQ3x8PL1z506H0+kkHEPD5XKRo0ePEoZhhv1aVquVvPXWWxaJRNISFhb2HwDGET/4vIy2Y8wODfqDoqgJYrH4j+PHj39oy5YtEffddx9vtPodeJLq6moIhULExcUN6flOpxM7d+50/OEPfzB0dnZu0+l0W8kYNg7xOL5WIn89AMRLJJK9WVlZbYWFhYRlWcIxcPR6PTl9+vSgn+dwOMg//vEP55QpU7RisfhdAELiB5+H0X5wGcEtoCgqVSKR/J/g4ODbX3nllfDVq1cHjlSXXm9CCMHPP/+MBQsWDMjSXKvV4q9//av1o48+Mjudzr00TW8khHhnHZKDE4KBQlFURERExH/x+fw1K1euFLz88svhiYmJKIL0JwAABFRJREFUvg7Lr6mqqkJERARiY/vvjVhWVoZNmzbpi4qKjGazebPFYvmEjFEDUV/CCcEgoSgqgM/nPxAVFfXGxIkT41955ZXIBx54gDeSOvl4C51Oh4aGBuTk5Fz1846ODuzevZvZvn270Ww2X1CpVH8EcIRwH0afwQnBMKAoaqpYLH6Rx+M9vGLFipDVq1eHz5o1a9R0MhouPcODhQsXgmVZHDt2DB988IG+qKjI7HA4/q7X6z8khNC+jpODEwK3QFEUn8fjLY+Li1vDsuzsRYsWjXvkkUci7rjjjhHR8NNT6PV6fPjhh+To0aPG8+fP28aNG3dEpVLtAFDE3f39C04I3AxFUeMAzI2JiXkcwK9SUlKCHn/88Qn33XdfgEQi8XV4Hqeurg4HDhywf/bZZx1qtbqDZdn9Wq32cwDnuYvff+GEwMNQFJUiEolWhoSEPCoUCsUPP/xw2LJly0JmzJgxKrIFo9GIsrIyHDx40HTw4EEbwzBX9Hr9J1ar9WtCiH+aGHJcBycEXoSiqEg+n79cIpHczzBMdkhIyPiZM2dSCxcuFM6ePZs/c+ZMvxYHg8GAsrIylJSU2IuKijqqqqrgdDp1PB6vtKWlZT+Aw4Tb/Tci4YTAh1AUFQggg8/nz46JiVnCsmx2UFBQeI845OTk8OPj4xEbGzvgrkPuwGQyQa1Wo7GxEaWlpbZffvnFVF1dDZZl23k8XqlKpTpMCDkLQEEIYb0WGIfH4ITAz+gWh/TAwMBZYrF4IUVRCQzDxPJ4vJCAgAB+ZGQkiY+PpxISEvgJCQkCqVTKj42NxYQJExAQEICAgADw+XwEBASAx+OBZVk4nc7eg2EYtLW1Qa1Wo6mpyd7Y2GhtbGxklEoljEYjGIZx8ng807hx49ROp/Nya2vrz90X/SXuoh+9cEIwgqC6Nj1MABAHIBZArEgkmhIWFjaVx+NFAQgghPApigoghPAJIeMoinICcFIUxQBwAmBYlm01Go11ZrO5EYAagKr7XxM3oTc24YSAg4NjbDkUcXBw3BhOCDg4ODgh4ODgAAJ8HQAHh1wuNwI41/3tAzKZTOfLeMYinBBw+Ay5XN5j/XRBJpMt8mUsYx1u1YDDrcjl8h0A3pHJZNVyufwFAEYATwMIA7BdJpN9KpfLNwBIADARwGMAagBcBHACwDqZTMZ9KL0MN0fA4W72AVjZ/fVyAPu77/b5ANb2eVytTCZbKpPJtACSASxAV43EvV6MlaMbTgg43M0RAIvlcrkYgBlAjlwuPwzgJwDT+zzubM8XMplM150FfA0gw5vBcnTBCQGHW5HJZE4AVwC8CuAAgNcA/AbAEgCGPg91AYBcLhfI5fIeU8N5AOq8Fy1HD9xkIYcn2A9gL7rKoIMBHARQjquFoIdkALvkcrkZXQIi81aQHP8fbrKQg4ODGxpwcHBwQsDBwQFOCDg4OMAJAQcHBzgh4ODgACcEHBwc4ISAg4MDwP8DMnRda+6xWAUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Libraries\r\n",
    "import matplotlib.pyplot as plt\r\n",
    "import pandas as pd\r\n",
    "from math import pi\r\n",
    "\r\n",
    "# Set data\r\n",
    "# 设定数据\r\n",
    "df = pd.DataFrame({\r\n",
    "    'group': ['A', 'B', 'C', 'D'],\r\n",
    "    'var1': [38, 1.5, 30, 4],\r\n",
    "    'var2': [29, 10, 9, 34],\r\n",
    "    'var3': [8, 39, 23, 24],\r\n",
    "    'var4': [7, 31, 33, 14],\r\n",
    "    'var5': [28, 15, 32, 14]\r\n",
    "})\r\n",
    "\r\n",
    "# number of variable\r\n",
    "# 变量类别\r\n",
    "categories = list(df)[1:]\r\n",
    "# 变量类别个数\r\n",
    "N = len(categories)\r\n",
    "\r\n",
    "# plot the first line of the data frame.\r\n",
    "# 绘制数据的第一行\r\n",
    "values = df.loc[0].drop('group').values.flatten().tolist()\r\n",
    "# 将第一个值放到最后，以封闭图形\r\n",
    "values += values[:1]\r\n",
    "print(values)\r\n",
    "\r\n",
    "# 设置每个点的角度值\r\n",
    "angles = [n / float(N) * 2 * pi for n in range(N)]\r\n",
    "angles += angles[:1]\r\n",
    "\r\n",
    "# Initialise the spider plot\r\n",
    "# 初始化极坐标网格\r\n",
    "ax = plt.subplot(111, polar=True)\r\n",
    "\r\n",
    "# Draw one axe per variable + add labels labels yet\r\n",
    "# 设置x轴的标签\r\n",
    "plt.xticks(angles[:-1], categories, color='grey', size=8)\r\n",
    "\r\n",
    "# Draw ylabels\r\n",
    "# 设置标签显示位置\r\n",
    "# 具体见https://www.bbsmax.com/A/x9J2DRwNd6/\r\n",
    "ax.set_rlabel_position(0)\r\n",
    "# 设置y轴的标签\r\n",
    "plt.yticks([10, 20, 30], [\"10\", \"20\", \"30\"], color=\"grey\", size=7)\r\n",
    "plt.ylim(0, 40)\r\n",
    "\r\n",
    "# Plot data\r\n",
    "# 画图\r\n",
    "ax.plot(angles, values, linewidth=1, linestyle='solid')\r\n",
    "\r\n",
    "# Fill area\r\n",
    "# 填充区域\r\n",
    "ax.fill(angles, values, 'b', alpha=0.1);\r\n",
    "\r\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# 2 多类别变量雷达图 Radar chart with several individuals\n",
    "这个例子跟上图一样，一旦你理解了这个方法，就很容易把它应用到多类别变量。注意，如果超过2到3个类别，我强烈建议使用分面绘图，而不是在同一个图上显示所有类别，这样会导致雷达图变得难以阅读。\n",
    "\n",
    "首先创建一个坐标轴背景。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Libraries\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from math import pi\n",
    "\n",
    "# Set data\n",
    "df = pd.DataFrame({\n",
    "    'group': ['A', 'B', 'C', 'D'],\n",
    "    'var1': [38, 1.5, 30, 4],\n",
    "    'var2': [29, 10, 9, 34],\n",
    "    'var3': [8, 39, 23, 24],\n",
    "    'var4': [7, 31, 33, 14],\n",
    "    'var5': [28, 15, 32, 14]\n",
    "})\n",
    "\n",
    "\n",
    "# ---------- 步骤1 创建背景\n",
    "\n",
    "# number of variable\n",
    "# 变量类别\n",
    "categories = list(df)[1:]\n",
    "# 变量类别个数\n",
    "N = len(categories)\n",
    "\n",
    "# 设置每个点的角度值\n",
    "angles = [n / float(N) * 2 * pi for n in range(N)]\n",
    "angles += angles[:1]\n",
    "\n",
    "# Initialise the spider plot\n",
    "# 初始化极坐标网格\n",
    "ax = plt.subplot(111, polar=True)\n",
    "\n",
    "# If you want the first axis to be on top:\n",
    "# 设置角度偏移\n",
    "ax.set_theta_offset(pi / 2)\n",
    "# 设置顺时针还是逆时针，1或者-1\n",
    "ax.set_theta_direction(-1)\n",
    "\n",
    "# Draw one axe per variable + add labels labels yet\n",
    "# 设置x轴的标签\n",
    "plt.xticks(angles[:-1], categories)\n",
    "\n",
    "# Draw ylabels\n",
    "# 画标签\n",
    "ax.set_rlabel_position(0)\n",
    "plt.yticks([10, 20, 30], [\"10\", \"20\", \"30\"], color=\"grey\", size=7)\n",
    "plt.ylim(0, 40);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "进而填充绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ---------- 步骤1 创建背景\r\n",
    "\r\n",
    "# number of variable\r\n",
    "# 变量类别\r\n",
    "categories = list(df)[1:]\r\n",
    "# 变量类别个数\r\n",
    "N = len(categories)\r\n",
    "\r\n",
    "# 设置每个点的角度值\r\n",
    "angles = [n / float(N) * 2 * pi for n in range(N)]\r\n",
    "angles += angles[:1]\r\n",
    "\r\n",
    "# Initialise the spider plot\r\n",
    "# 初始化极坐标网格\r\n",
    "ax = plt.subplot(111, polar=True)\r\n",
    "\r\n",
    "# If you want the first axis to be on top:\r\n",
    "# 设置角度偏移\r\n",
    "ax.set_theta_offset(pi / 2)\r\n",
    "# 设置顺时针还是逆时针，1或者-1\r\n",
    "ax.set_theta_direction(-1)\r\n",
    "\r\n",
    "# Draw one axe per variable + add labels labels yet\r\n",
    "# 设置x轴的标签\r\n",
    "plt.xticks(angles[:-1], categories)\r\n",
    "\r\n",
    "# Draw ylabels\r\n",
    "# 画标签\r\n",
    "ax.set_rlabel_position(0)\r\n",
    "plt.yticks([10, 20, 30], [\"10\", \"20\", \"30\"], color=\"grey\", size=7)\r\n",
    "plt.ylim(0, 40)\r\n",
    "\r\n",
    "# ---------- 步骤1 绘制数据\r\n",
    "\r\n",
    "# 单独绘制每一组数据\r\n",
    "# Ind1\r\n",
    "values = df.loc[0].drop('group').values.flatten().tolist()\r\n",
    "values += values[:1]\r\n",
    "ax.plot(angles, values, linewidth=1, linestyle='solid', label=\"group A\")\r\n",
    "ax.fill(angles, values, 'b', alpha=0.1)\r\n",
    "\r\n",
    "# Ind2\r\n",
    "values = df.loc[1].drop('group').values.flatten().tolist()\r\n",
    "values += values[:1]\r\n",
    "ax.plot(angles, values, linewidth=1, linestyle='solid', label=\"group B\")\r\n",
    "ax.fill(angles, values, 'r', alpha=0.1)\r\n",
    "\r\n",
    "\r\n",
    "# Add legend\r\n",
    "# 添加图例\r\n",
    "plt.legend(loc='upper right', bbox_to_anchor=(0.1, 0.1));\r\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# 3 雷达图分面绘图 Use faceting for Radar chart\n",
    "以上例子显示了如何制作一个或几个类别的雷达图。但是，建议不要在同雷达图上绘制多个类别，会导致雷达图难以阅读。当多类别绘图推荐分面绘图，即单独绘制每一个类别的雷达图，这样能够让每一个类别的雷达图保持清晰，并可以可以比较每个图的形状。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x1000 with 0 Axes>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from math import pi\n",
    "\n",
    "# Set data\n",
    "df = pd.DataFrame({\n",
    "'group': ['A','B','C','D'],\n",
    "'var1': [38, 1.5, 30, 4],\n",
    "'var2': [29, 10, 9, 34],\n",
    "'var3': [8, 39, 23, 24],\n",
    "'var4': [7, 31, 33, 14],\n",
    "'var5': [28, 15, 32, 14]\n",
    "})\n",
    "\n",
    "# ---------- 步骤1 创建背景\n",
    "def make_spider( row, title, color):\n",
    "\n",
    "    # number of variable\n",
    "    # 变量类别\n",
    "    categories = list(df)[1:]\n",
    "    # 变量类别个数\n",
    "    N = len(categories)\n",
    "    \n",
    "    # 设置每个点的角度值\n",
    "    angles = [n / float(N) * 2 * pi for n in range(N)]\n",
    "    angles += angles[:1]\n",
    "    \n",
    "    # Initialise the spider plot\n",
    "    # 分图\n",
    "    ax = plt.subplot(2,2,row+1, polar=True, )\n",
    "    \n",
    "    # If you want the first axis to be on top:\n",
    "    # 设置角度偏移\n",
    "    ax.set_theta_offset(pi / 2)\n",
    "    # 设置顺时针还是逆时针，1或者-1\n",
    "    ax.set_theta_direction(-1)\n",
    "    \n",
    "    # Draw one axe per variable + add labels labels yet\n",
    "    # 设置x轴的标签\n",
    "    plt.xticks(angles[:-1], categories, color='grey', size=8)\n",
    "    \n",
    "    # Draw ylabels\n",
    "    # 画标签\n",
    "    ax.set_rlabel_position(0)\n",
    "    plt.yticks([10,20,30], [\"10\",\"20\",\"30\"], color=\"grey\", size=7)\n",
    "    plt.ylim(0,40)\n",
    "    \n",
    "    # Ind\n",
    "    # 填充数据\n",
    "    values=df.loc[row].drop('group').values.flatten().tolist()\n",
    "    values += values[:1]\n",
    "    ax.plot(angles, values, color=color, linewidth=2, linestyle='solid')\n",
    "    ax.fill(angles, values, color=color, alpha=0.4)\n",
    "    \n",
    "    # Add a title\n",
    "    # 设置标题\n",
    "    plt.title(title, size=11, color=color, y=1.1)\n",
    "\n",
    "\n",
    "# ---------- 步骤2 绘制图形\n",
    "my_dpi=96\n",
    "plt.figure(figsize=(1000/my_dpi, 1000/my_dpi), dpi=my_dpi)\n",
    "\n",
    "# Create a color palette:\n",
    "# 设定颜色\n",
    "my_palette = plt.cm.get_cmap(\"Set2\", len(df.index))\n",
    "\n",
    "# Loop to plot\n",
    "for row in range(0, len(df.index)):\n",
    "    make_spider( row=row, title='group '+df['group'][row], color=my_palette(row))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "# 4 参考\n",
    "+ > [Radar](https://python-graph-gallery.com/category/radar/)\n",
    "+ > [Area chart and faceting](http://python-graph-gallery.com/242-area-chart-and-faceting/)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "PaddlePaddle 1.8.0 (Python 3.5)",
   "language": "python",
   "name": "py35-paddle1.2.0"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
